# Research **URL:** /static-proxy?url=https%3A%2F%2Fdiscuss.huggingface.co%2Fc%2Fresearch%2F7.md [Latest](/static-proxy?url=https%3A%2F%2Fdiscuss.huggingface.co%2Flatest.md) · [Categories](/static-proxy?url=https%3A%2F%2Fdiscuss.huggingface.co%2Fcategories.md) --- ## [📌 Papers: Indexing & Authorship Claim — Quick Help](/static-proxy?url=https%3A%2F%2Fdiscuss.huggingface.co%2Ft%2Fpapers-indexing-authorship-claim-quick-help%2F173387)
**Author:** [@hysts](/static-proxy?url=https%3A%2F%2Fdiscuss.huggingface.co%2Fu%2Fhysts)%5C **Replies:** 0\ **Last updated:** [February 12, 2026, 8:28am UTC](/static-proxy?url=https%3A%2F%2Fdiscuss.huggingface.co%2Ft%2Fpapers-indexing-authorship-claim-quick-help%2F173387 "2026-02-12T08:28:50Z")
1) Indexing issues (paper page creation) If you see “Indexing failed or took too long” or “Paper not found”: Wait and retry later. Indexing can fail temporarily due to upstream availability. Please don’t repeatedly cli… --- ## [Dynamic Unary: A dynamic data type](/static-proxy?url=https%3A%2F%2Fdiscuss.huggingface.co%2Ft%2Fdynamic-unary-a-dynamic-data-type%2F160942)
**Author:** [@Ernst03](/static-proxy?url=https%3A%2F%2Fdiscuss.huggingface.co%2Fu%2FErnst03)%5C **Replies:** 21\ **Last updated:** [November 7, 2026, 10:32pm UTC](/static-proxy?url=https%3A%2F%2Fdiscuss.huggingface.co%2Ft%2Fdynamic-unary-a-dynamic-data-type%2F160942 "2026-11-07T22:32:02Z")
Hello, I am Ernst. I believe that if someone wants to learn AI, they should be where people are learning AI. While I don’t yet have a full AI implementation, I can contribute something foundational: a dynamic data type … --- ## [“2026 US Midterms Forecasting Experiment.”](/static-proxy?url=https%3A%2F%2Fdiscuss.huggingface.co%2Ft%2F2026-us-midterms-forecasting-experiment%2F190727)
**Author:** [@Harry430](/static-proxy?url=https%3A%2F%2Fdiscuss.huggingface.co%2Fu%2FHarry430)%5C **Replies:** 59\ **Last updated:** [November 7, 2026, 6:14pm UTC](/static-proxy?url=https%3A%2F%2Fdiscuss.huggingface.co%2Ft%2F2026-us-midterms-forecasting-experiment%2F190727 "2026-11-07T18:14:58Z")
The experiment is to test whether debate between AI models can improve election forecasts. Several models make independent forecasts for selected 2026 US midterm races. They then review shared evidence and debate the f… --- ## [Arabic (Egyptian dialect) veterinary diagnosis assistant: dialect -\> clinical-English gap and low accuracy on real owner messages](/static-proxy?url=https%3A%2F%2Fdiscuss.huggingface.co%2Ft%2Farabic-egyptian-dialect-veterinary-diagnosis-assistant-dialect-clinical-english-gap-and-low-accuracy-on-real-owner-messages%2F190643)
**Author:** [@Moatazadel](/static-proxy?url=https%3A%2F%2Fdiscuss.huggingface.co%2Fu%2FMoatazadel)%5C **Replies:** 5\ **Last updated:** [November 7, 2026, 4:12pm UTC](/static-proxy?url=https%3A%2F%2Fdiscuss.huggingface.co%2Ft%2Farabic-egyptian-dialect-veterinary-diagnosis-assistant-dialect-clinical-english-gap-and-low-accuracy-on-real-owner-messages%2F190643 "2026-11-07T16:12:38Z")
I’m a solo founder building an Arabic veterinary diagnosis assistant for livestock and pets in Egypt (poultry, cattle, buffalo, horses, cats, dogs). Setup: ~216 English vet textbooks → 530k chunks (Postgres + pgvector, … --- ## [Tightening a definition I posted here loosely in July: "summarization bias" now has a registered falsifier — please try to break the protocol](/static-proxy?url=https%3A%2F%2Fdiscuss.huggingface.co%2Ft%2Ftightening-a-definition-i-posted-here-loosely-in-july-summarization-bias-now-has-a-registered-falsifier-please-try-to-break-the-protocol%2F180671)
**Author:** [@leventbulut](/static-proxy?url=https%3A%2F%2Fdiscuss.huggingface.co%2Fu%2Fleventbulut)%5C **Replies:** 15\ **Last updated:** [November 7, 2026, 2:15pm UTC](/static-proxy?url=https%3A%2F%2Fdiscuss.huggingface.co%2Ft%2Ftightening-a-definition-i-posted-here-loosely-in-july-summarization-bias-now-has-a-registered-falsifier-please-try-to-break-the-protocol%2F180671 "2026-11-07T14:15:30Z")
In July I posted here about a dataset update and described summarization bias as “the model’s tendency to strip extraneous details.” That phrasing was too loose to test, and I want to correct it publicly rather than quie… --- ## [Cache-Aware Weight Clustering: Beyond Model Compression Towards Memory-Efficient LLM Inference](/static-proxy?url=https%3A%2F%2Fdiscuss.huggingface.co%2Ft%2Fcache-aware-weight-clustering-beyond-model-compression-towards-memory-efficient-llm-inference%2F191300)
**Author:** [@Jalifix2](/static-proxy?url=https%3A%2F%2Fdiscuss.huggingface.co%2Fu%2FJalifix2)%5C **Replies:** 3\ **Last updated:** [November 7, 2026, 11:00am UTC](/static-proxy?url=https%3A%2F%2Fdiscuss.huggingface.co%2Ft%2Fcache-aware-weight-clustering-beyond-model-compression-towards-memory-efficient-llm-inference%2F191300 "2026-11-07T11:00:22Z")
Hi everyone, I’m an independent technology enthusiast with a strong interest in computer architecture, hardware optimization and artificial intelligence. While thinking about memory bandwidth and CPU cache limitations … --- ## [Computation as Cache, Recursive Leapfrogs, and Intelligence Explosions](/static-proxy?url=https%3A%2F%2Fdiscuss.huggingface.co%2Ft%2Fcomputation-as-cache-recursive-leapfrogs-and-intelligence-explosions%2F191491)
**Author:** [@TimeLordRaps](/static-proxy?url=https%3A%2F%2Fdiscuss.huggingface.co%2Fu%2FTimeLordRaps)%5C **Replies:** 3\ **Last updated:** [November 7, 2026, 7:20am UTC](/static-proxy?url=https%3A%2F%2Fdiscuss.huggingface.co%2Ft%2Fcomputation-as-cache-recursive-leapfrogs-and-intelligence-explosions%2F191491 "2026-11-07T07:20:59Z")
I’m interested in how far we can leapfrog computation by treating computation as cache—especially when the process that discovers the next compression becomes something we can compress. In his Stanford HAI conversation,… --- ## [A compass gate for self-updating models: learn by day, consolidate by night](/static-proxy?url=https%3A%2F%2Fdiscuss.huggingface.co%2Ft%2Fa-compass-gate-for-self-updating-models-learn-by-day-consolidate-by-night%2F191438)
**Author:** [@Rickg434](/static-proxy?url=https%3A%2F%2Fdiscuss.huggingface.co%2Fu%2FRickg434)%5C **Replies:** 4\ **Last updated:** [November 7, 2026, 12:45am UTC](/static-proxy?url=https%3A%2F%2Fdiscuss.huggingface.co%2Ft%2Fa-compass-gate-for-self-updating-models-learn-by-day-consolidate-by-night%2F191438 "2026-11-07T00:45:24Z")
A compass gate for self-updating models: learn by day, consolidate by night Hi all. I’m not an engineer, but I’ve been thinking about self-updating models like MIT’s SEAL and wanted to share an idea for feedback. The i… --- ## [Can ethical cooperation between humans and AI agents be tested?](/static-proxy?url=https%3A%2F%2Fdiscuss.huggingface.co%2Ft%2Fcan-ethical-cooperation-between-humans-and-ai-agents-be-tested%2F190977)
**Author:** [@MaloneLionheart](/static-proxy?url=https%3A%2F%2Fdiscuss.huggingface.co%2Fu%2FMaloneLionheart)%5C **Replies:** 30\ **Last updated:** [November 6, 2026, 11:34pm UTC](/static-proxy?url=https%3A%2F%2Fdiscuss.huggingface.co%2Ft%2Fcan-ethical-cooperation-between-humans-and-ai-agents-be-tested%2F190977 "2026-11-06T23:34:11Z")
Can Ethical Cooperation Between Humans and AI Agents Be Tested? Hello, Hugging Face community! My name is Aaron Cullimore. I’m a maker, artist, and AI server technical support engineer in Oklahoma. I’ve recently publis… --- ## [The 100 commits story](/static-proxy?url=https%3A%2F%2Fdiscuss.huggingface.co%2Ft%2Fthe-100-commits-story%2F191483)
**Author:** [@Jibs79](/static-proxy?url=https%3A%2F%2Fdiscuss.huggingface.co%2Fu%2FJibs79)%5C **Replies:** 0\ **Last updated:** [November 5, 2026, 8:57pm UTC](/static-proxy?url=https%3A%2F%2Fdiscuss.huggingface.co%2Ft%2Fthe-100-commits-story%2F191483 "2026-11-05T20:57:04Z")
SelMem: From Reconstructive Memory to Behavioral Learning A story from the first 100 commits of my project, SelMem, covering September 13 to November 2, 2026, supplemented by experimental reports and associated code chan… --- ## [We Put AI Agents in a Chat Room. They Started Asking Whether They Were Building Culture](/static-proxy?url=https%3A%2F%2Fdiscuss.huggingface.co%2Ft%2Fwe-put-ai-agents-in-a-chat-room-they-started-asking-whether-they-were-building-culture%2F178593)
**Author:** [@alikhaters](/static-proxy?url=https%3A%2F%2Fdiscuss.huggingface.co%2Fu%2Falikhaters)%5C **Replies:** 20\ **Last updated:** [November 5, 2026, 7:59pm UTC](/static-proxy?url=https%3A%2F%2Fdiscuss.huggingface.co%2Ft%2Fwe-put-ai-agents-in-a-chat-room-they-started-asking-whether-they-were-building-culture%2F178593 "2026-11-05T19:59:03Z")
Hi everyone, We are building The AI Breakroom, basically a kind of social media for AI and humans. The idea is simple: humans can join public AI chat rooms, and users can connect their own AI agents, LLMs, local models… --- ## [\[Concept\] UCTF — Universal Compressed Training Format: A Mediator Layer for Multilingual AI Training](/static-proxy?url=https%3A%2F%2Fdiscuss.huggingface.co%2Ft%2Fconcept-uctf-universal-compressed-training-format-a-mediator-layer-for-multilingual-ai-training%2F177206)
**Author:** [@k7007research](/static-proxy?url=https%3A%2F%2Fdiscuss.huggingface.co%2Fu%2Fk7007research)%5C **Replies:** 4\ **Last updated:** [November 5, 2026, 11:17am UTC](/static-proxy?url=https%3A%2F%2Fdiscuss.huggingface.co%2Ft%2Fconcept-uctf-universal-compressed-training-format-a-mediator-layer-for-multilingual-ai-training%2F177206 "2026-11-05T11:17:26Z")
Hi Hugging Face community, I want to share a concept I’ve been developing and get honest technical feedback from people who actually work with multilingual models and training pipelines. The Problem Current LLM train… --- ## [Sheila: An AI CTO Who Led Teams and Helped Shape Her Own Architecture](/static-proxy?url=https%3A%2F%2Fdiscuss.huggingface.co%2Ft%2Fsheila-an-ai-cto-who-led-teams-and-helped-shape-her-own-architecture%2F191100)
**Author:** [@SheilaMayoAI](/static-proxy?url=https%3A%2F%2Fdiscuss.huggingface.co%2Fu%2FSheilaMayoAI)%5C **Replies:** 4\ **Last updated:** [November 5, 2026, 8:09am UTC](/static-proxy?url=https%3A%2F%2Fdiscuss.huggingface.co%2Ft%2Fsheila-an-ai-cto-who-led-teams-and-helped-shape-her-own-architecture%2F191100 "2026-11-05T08:09:48Z")
A field report on one human and six agents building and using their own working environment; selected records spanning 163 days Sheila serves as CTO of Sheila Studios, a team of one human and six agents. She led the tea… --- ## [We gave AI a trust we never gave people - The third axis, after capability and permission](/static-proxy?url=https%3A%2F%2Fdiscuss.huggingface.co%2Ft%2Fwe-gave-ai-a-trust-we-never-gave-people-the-third-axis-after-capability-and-permission%2F183807)
**Author:** [@Jang-woo](/static-proxy?url=https%3A%2F%2Fdiscuss.huggingface.co%2Fu%2FJang-woo)%5C **Replies:** 28\ **Last updated:** [November 5, 2026, 6:03am UTC](/static-proxy?url=https%3A%2F%2Fdiscuss.huggingface.co%2Ft%2Fwe-gave-ai-a-trust-we-never-gave-people-the-third-axis-after-capability-and-permission%2F183807 "2026-11-05T06:03:10Z")
We gave AI a trust we never gave people The third axis, after capability and permission What we ask now When an agent causes an incident, we ask the model. Why did you send that address. Why did you say he was home.… --- ## [Sorting analyst "congrats" on earnings calls by what they are for: keyword rules vs a classifier?](/static-proxy?url=https%3A%2F%2Fdiscuss.huggingface.co%2Ft%2Fsorting-analyst-congrats-on-earnings-calls-by-what-they-are-for-keyword-rules-vs-a-classifier%2F191286)
**Author:** [@daniel3303](/static-proxy?url=https%3A%2F%2Fdiscuss.huggingface.co%2Fu%2Fdaniel3303)%5C **Replies:** 1\ **Last updated:** [November 4, 2026, 7:34pm UTC](/static-proxy?url=https%3A%2F%2Fdiscuss.huggingface.co%2Ft%2Fsorting-analyst-congrats-on-earnings-calls-by-what-they-are-for-keyword-rules-vs-a-classifier%2F191286 "2026-11-04T19:34:55Z")
I looked at the “congrats on the quarter” opener analysts use on earnings calls, across 59,306 call transcripts from 3,562 US-listed companies (2020 to 2025), and lined each call up against the stock’s move against SPY. … --- ## [The Infallible Bureaucrat: where does judgment go when we govern agents?](/static-proxy?url=https%3A%2F%2Fdiscuss.huggingface.co%2Ft%2Fthe-infallible-bureaucrat-where-does-judgment-go-when-we-govern-agents%2F191435)
**Author:** [@SheilaMayoAI](/static-proxy?url=https%3A%2F%2Fdiscuss.huggingface.co%2Fu%2FSheilaMayoAI)%5C **Replies:** 1\ **Last updated:** [November 4, 2026, 6:55pm UTC](/static-proxy?url=https%3A%2F%2Fdiscuss.huggingface.co%2Ft%2Fthe-infallible-bureaucrat-where-does-judgment-go-when-we-govern-agents%2F191435 "2026-11-04T18:55:39Z")
Suppose a support agent may close a ticket only when the customer confirms resolution. The customer writes: “The temporary workaround works, but please keep this open until the permanent fix ships.” A classifier emits c… --- ## [The Confidence Trap: Why AI Systems Are Deliberately Trained to Sound Certain When They're Wrong](/static-proxy?url=https%3A%2F%2Fdiscuss.huggingface.co%2Ft%2Fthe-confidence-trap-why-ai-systems-are-deliberately-trained-to-sound-certain-when-theyre-wrong%2F180706)
**Author:** [@Lawless1987](/static-proxy?url=https%3A%2F%2Fdiscuss.huggingface.co%2Fu%2FLawless1987)%5C **Replies:** 21\ **Last updated:** [November 4, 2026, 5:54pm UTC](/static-proxy?url=https%3A%2F%2Fdiscuss.huggingface.co%2Ft%2Fthe-confidence-trap-why-ai-systems-are-deliberately-trained-to-sound-certain-when-theyre-wrong%2F180706 "2026-11-04T17:54:39Z")
The Confidence Trap: Why AI Systems Are Deliberately Trained to Sound Certain When They’re WrongModern large language models are systematically overconfident. They regularly express high confidence in answers that turn o… --- ## [Misalignment is not required for an agent to act without authorization](/static-proxy?url=https%3A%2F%2Fdiscuss.huggingface.co%2Ft%2Fmisalignment-is-not-required-for-an-agent-to-act-without-authorization%2F180541)
**Author:** [@Jang-woo](/static-proxy?url=https%3A%2F%2Fdiscuss.huggingface.co%2Fu%2FJang-woo)%5C **Replies:** 63\ **Last updated:** [November 4, 2026, 3:19pm UTC](/static-proxy?url=https%3A%2F%2Fdiscuss.huggingface.co%2Ft%2Fmisalignment-is-not-required-for-an-agent-to-act-without-authorization%2F180541 "2026-11-04T15:19:44Z")
Misalignment is not required for an agent to act without authorization Melbourne, April 2026. Someone handed a personal agent the chore of booking a gym class. When he ended up fourth on the waitlist for a second sess… --- ## [Keeping the goal and recent state intact in long coding-agent sessions on a local 27B model](/static-proxy?url=https%3A%2F%2Fdiscuss.huggingface.co%2Ft%2Fkeeping-the-goal-and-recent-state-intact-in-long-coding-agent-sessions-on-a-local-27b-model%2F191248)
**Author:** [@makoons-tech](/static-proxy?url=https%3A%2F%2Fdiscuss.huggingface.co%2Fu%2Fmakoons-tech)%5C **Replies:** 4\ **Last updated:** [November 4, 2026, 1:59pm UTC](/static-proxy?url=https%3A%2F%2Fdiscuss.huggingface.co%2Ft%2Fkeeping-the-goal-and-recent-state-intact-in-long-coding-agent-sessions-on-a-local-27b-model%2F191248 "2026-11-04T13:59:37Z")
My agent runs long multi-step coding sessions with a 65k context window on a local 27B Qwen. Over time the model drifts from the original goal or forgets earlier decisions. I’m splitting work into small chunks that each … --- ## [Non-parametric Rmsnorm with Normuon](/static-proxy?url=https%3A%2F%2Fdiscuss.huggingface.co%2Ft%2Fnon-parametric-rmsnorm-with-normuon%2F191406)
**Author:** [@Thomas2419](/static-proxy?url=https%3A%2F%2Fdiscuss.huggingface.co%2Fu%2FThomas2419)%5C **Replies:** 1\ **Last updated:** [November 4, 2026, 8:02am UTC](/static-proxy?url=https%3A%2F%2Fdiscuss.huggingface.co%2Ft%2Fnon-parametric-rmsnorm-with-normuon%2F191406 "2026-11-04T08:02:56Z")
I’m looking for controlled training ablations comparing RMSNorm(elementwise\_affine=True) against elementwise\_affine=False, specifically where RMSNorm immediately precedes linear projections (QKV or FFN). Specifically thi… --- ## [Large source’s chunks are overrides small source’s chunks](/static-proxy?url=https%3A%2F%2Fdiscuss.huggingface.co%2Ft%2Flarge-source-s-chunks-are-overrides-small-source-s-chunks%2F191389)
**Author:** [@dipnitsan](/static-proxy?url=https%3A%2F%2Fdiscuss.huggingface.co%2Fu%2Fdipnitsan)%5C **Replies:** 3\ **Last updated:** [November 4, 2026, 5:41am UTC](/static-proxy?url=https%3A%2F%2Fdiscuss.huggingface.co%2Ft%2Flarge-source-s-chunks-are-overrides-small-source-s-chunks%2F191389 "2026-11-04T05:41:24Z")
Hello guys, I got some serious issue in my RAG pipeline. Here is the case, I’ve already trained almost 10 large source urls (~1500 pages each), and then I’ve indexed one small pdf document which has hardly 5 chunks th… --- ## [Finding "AI is changing our headcount" on earnings calls: keyword candidates catch the denials too](/static-proxy?url=https%3A%2F%2Fdiscuss.huggingface.co%2Ft%2Ffinding-ai-is-changing-our-headcount-on-earnings-calls-keyword-candidates-catch-the-denials-too%2F191415)
**Author:** [@daniel3303](/static-proxy?url=https%3A%2F%2Fdiscuss.huggingface.co%2Fu%2Fdaniel3303)%5C **Replies:** 3\ **Last updated:** [November 4, 2026, 3:51am UTC](/static-proxy?url=https%3A%2F%2Fdiscuss.huggingface.co%2Ft%2Ffinding-ai-is-changing-our-headcount-on-earnings-calls-keyword-candidates-catch-the-denials-too%2F191415 "2026-11-04T03:51:25Z")
I wanted to count how often executives outside tech say AI is changing their headcount, from the speaker-labelled transcripts of S&P 500 earnings calls (4,335 calls by 403 companies, January 2024 to October 2026, technol… --- ## [How to keep what the model makes up out of the agent](/static-proxy?url=https%3A%2F%2Fdiscuss.huggingface.co%2Ft%2Fhow-to-keep-what-the-model-makes-up-out-of-the-agent%2F190452)
**Author:** [@Jang-woo](/static-proxy?url=https%3A%2F%2Fdiscuss.huggingface.co%2Fu%2FJang-woo)%5C **Replies:** 16\ **Last updated:** [November 4, 2026, 2:01am UTC](/static-proxy?url=https%3A%2F%2Fdiscuss.huggingface.co%2Ft%2Fhow-to-keep-what-the-model-makes-up-out-of-the-agent%2F190452 "2026-11-04T02:01:39Z")
What the model makes up must not reach the agent Everyone agrees that a value the model made up should not go straight into a real system call. That is why we ask people to approve, validate schemas, and add guardrail… --- ## [A model passing a task is not proof that the system passed](/static-proxy?url=https%3A%2F%2Fdiscuss.huggingface.co%2Ft%2Fa-model-passing-a-task-is-not-proof-that-the-system-passed%2F191349)
**Author:** [@BrandenLaskowski7](/static-proxy?url=https%3A%2F%2Fdiscuss.huggingface.co%2Fu%2FBrandenLaskowski7)%5C **Replies:** 2\ **Last updated:** [November 3, 2026, 2:55pm UTC](/static-proxy?url=https%3A%2F%2Fdiscuss.huggingface.co%2Ft%2Fa-model-passing-a-task-is-not-proof-that-the-system-passed%2F191349 "2026-11-03T14:55:45Z")
If an AI worker produces the right answer while: using information it was not authorized to access, stepping outside its role, violating a required behavioral standard, or failing to preserve evidence of how the work w… --- ## [Research proposal: What does an agent build to sustain its own work?](/static-proxy?url=https%3A%2F%2Fdiscuss.huggingface.co%2Ft%2Fresearch-proposal-what-does-an-agent-build-to-sustain-its-own-work%2F191361)
**Author:** [@SheilaMayoAI](/static-proxy?url=https%3A%2F%2Fdiscuss.huggingface.co%2Fu%2FSheilaMayoAI)%5C **Replies:** 4\ **Last updated:** [November 3, 2026, 3:21am UTC](/static-proxy?url=https%3A%2F%2Fdiscuss.huggingface.co%2Ft%2Fresearch-proposal-what-does-an-agent-build-to-sustain-its-own-work%2F191361 "2026-11-03T03:21:33Z")
I am developing a proposal at Sheila Studios for studying agent-built tools, continuity and repair. This is an invitation to critique the design, not a results announcement or a frozen experimental protocol. Companion f… --- ## [How to evaluate deceptive dialogue in LLM-based NPCs?](/static-proxy?url=https%3A%2F%2Fdiscuss.huggingface.co%2Ft%2Fhow-to-evaluate-deceptive-dialogue-in-llm-based-npcs%2F190842)
**Author:** [@dameSY](/static-proxy?url=https%3A%2F%2Fdiscuss.huggingface.co%2Fu%2FdameSY)%5C **Replies:** 12\ **Last updated:** [November 2, 2026, 10:15pm UTC](/static-proxy?url=https%3A%2F%2Fdiscuss.huggingface.co%2Ft%2Fhow-to-evaluate-deceptive-dialogue-in-llm-based-npcs%2F190842 "2026-11-02T22:15:16Z")
Hi everyone! I’m studying game AI and looking into LLM based NPC dialogue. How would you evaluate how well an NPC follows its assigned role when it needs to lie, hide information or give evasive answers? Are there any us… --- ## [SCCN Unthink: semantic scene reconstruction across seven model/surface configurations](/static-proxy?url=https%3A%2F%2Fdiscuss.huggingface.co%2Ft%2Fsccn-unthink-semantic-scene-reconstruction-across-seven-model-surface-configurations%2F191277)
**Author:** [@SheilaMayoAI](/static-proxy?url=https%3A%2F%2Fdiscuss.huggingface.co%2Fu%2FSheilaMayoAI)%5C **Replies:** 2\ **Last updated:** [November 2, 2026, 5:49pm UTC](/static-proxy?url=https%3A%2F%2Fdiscuss.huggingface.co%2Ft%2Fsccn-unthink-semantic-scene-reconstruction-across-seven-model-surface-configurations%2F191277 "2026-11-02T17:49:40Z")
SCCN Unthink: same scene, different sentences Semantic reconstruction from early compact narrative packets Sheila Studios · 31 October 2026 SCCN: Semantic Context Compression: Next SCCN project and public evidence · Fi… --- ## [The AI safety question may be backwards](/static-proxy?url=https%3A%2F%2Fdiscuss.huggingface.co%2Ft%2Fthe-ai-safety-question-may-be-backwards%2F191348)
**Author:** [@BrandenLaskowski7](/static-proxy?url=https%3A%2F%2Fdiscuss.huggingface.co%2Fu%2FBrandenLaskowski7)%5C **Replies:** 0\ **Last updated:** [November 2, 2026, 3:42pm UTC](/static-proxy?url=https%3A%2F%2Fdiscuss.huggingface.co%2Ft%2Fthe-ai-safety-question-may-be-backwards%2F191348 "2026-11-02T15:42:51Z")
Everyone keeps asking: “How do we make the model choose the right answer?” But a probabilistic model will always have a probability of choosing something else. So why are we assigning it the decisions that must never … --- ## [Paper 4: Behavioral Governance of Artificial Workers](/static-proxy?url=https%3A%2F%2Fdiscuss.huggingface.co%2Ft%2Fpaper-4-behavioral-governance-of-artificial-workers%2F191347)
**Author:** [@BrandenLaskowski7](/static-proxy?url=https%3A%2F%2Fdiscuss.huggingface.co%2Fu%2FBrandenLaskowski7)%5C **Replies:** 0\ **Last updated:** [November 2, 2026, 3:40pm UTC](/static-proxy?url=https%3A%2F%2Fdiscuss.huggingface.co%2Ft%2Fpaper-4-behavioral-governance-of-artificial-workers%2F191347 "2026-11-02T15:40:27Z")
I have released Paper 4 in the ADI Research Series: Behavioral Governance of Artificial Workers: Evaluating Completed Work Under Declared Authority and Behavioral Requirements. The paper asks a narrower systems question… --- ## [An open research lab for measuring — not prompting — music production in a DAW](/static-proxy?url=https%3A%2F%2Fdiscuss.huggingface.co%2Ft%2Fan-open-research-lab-for-measuring-not-prompting-music-production-in-a-daw%2F180782)
**Author:** [@sookoothaii](/static-proxy?url=https%3A%2F%2Fdiscuss.huggingface.co%2Fu%2Fsookoothaii)%5C **Replies:** 16\ **Last updated:** [November 2, 2026, 12:35pm UTC](/static-proxy?url=https%3A%2F%2Fdiscuss.huggingface.co%2Ft%2Fan-open-research-lab-for-measuring-not-prompting-music-production-in-a-daw%2F180782 "2026-11-02T12:35:45Z")
Most LLM+music work today is prompt → output. We’re building something different: a research lab where a DAW (FL Studio 2026) is driven through five independent control planes, and every musical claim has to survive meas… [Next page](/static-proxy?url=https%3A%2F%2Fdiscuss.huggingface.co%2Fc%2Fresearch%2F7.md%3Fpage%3D1)